What Adam Is Reading
The Sixth Condition
An attachment neuroscientist asks whether our bonds with chatbots meet psychology's definition of attachment. So far the research has measured friendliness, politeness and missing the app. It has mostly skipped the one test that counts.
Single-source review · Scientific American, via The Conversation · 5 claims checked · October 2026

Pascal Vrticka runs the Social Neuroscience of Human Attachment lab at the University of Essex. His essay, first published by The Conversation and reprinted by Scientific American on 4 October 2026, makes one argument. "Attachment" is a technical term with a specific definition, and the evidence on human relationships with AI chatbots has not yet been tested against it.

The definition comes from Mary Ainsworth. An attachment bond must meet six conditions.

  1. It persists over time.
  2. It is formed with a particular individual who cannot be replaced.
  3. It is emotionally significant.
  4. It involves a desire to stay close.
  5. Involuntary separation causes distress.
  6. Under threat, the person seeks security and comfort from that individual.

The first five describe any affectionate bond, a close friendship included. Only the sixth makes it attachment. Nothing in the list requires a human on the other end, which is why pets, deities and a child's blanket have all qualified in the literature.

Vrticka's point is that chatbot research has measured conditions three through five (feelings, frequency of use, grief when an app changes) and then used the word attachment anyway. He closes with a separate worry. Some companion apps appear designed to exploit whatever bond is forming.


The Claims
1
Ainsworth's six conditions define attachment, and only the sixth distinguishes it
What the record shows

This is an accurate summary of Ainsworth's 1989 American Psychologist paper "Attachments beyond infancy," which separated affectional bonds in general from attachment specifically, with the seeking of security and comfort as the distinguishing feature. Applying the framework to nonhuman figures is established practice. Zilcha-Mano and colleagues built a validated pet attachment scale in 2011, and the psychology of religion has treated God as an attachment figure for decades.

What is left out

Little. The essay presents the definition as settled, and within attachment research it largely is. Adult attachment work in the Hazan and Shaver tradition often measures style (anxiety and avoidance) rather than testing all six criteria, so chatbot researchers who skip the checklist are following a common habit of the parent field.

Solid
2
A 7,027-person, four-country survey called a third of users "attached" based on three thin questions
What the record shows

The survey is Kostka and Zhou of the Freie Universität Berlin, funded by the Volkswagen Foundation and published in Technology in Society in 2026 (circulated earlier as an SSRN working paper). The university's press release reports the items as Vrticka describes them. About 60% use polite phrases with the chatbot, 35% miss it after a break, and 48% of social chatbot users (Replika and similar) describe friendly feelings. The authors summarize this as "at least a third" showing signs of emotional attachment.

Vrticka is right that none of these items asks about seeking comfort under distress. Saying please to software is good manners. It is not a secure base.

What is left out

The same press release reports that 40% of respondents feel less lonely after interacting, and that people with larger social networks were more attached, not less. The second finding cuts against the lonely-substitute story that drives most of the public concern. Vrticka mentions neither.

Solid
3
No one has asked whether people turn to chatbots for comfort when truly distressed
What the record shows

The essay says this narrowly of the 7,027-person survey, and for that survey it is true. Read as a description of the field, it is too strong. Yang and Oshio of Waseda University (Current Psychology, 2025) ran a pilot in China that asked specifically about the three classic attachment functions. Of 56 young adult ChatGPT users, 77% reported using AI as a safe haven, 75% as a secure base, and 52% for proximity seeking.

That is the sixth condition, asked directly. It is also self-report, from 56 people recruited on social media, mostly women in their twenties, which is why it remains a pilot.

What is left out

Vrticka cites what appears to be the same research group's work later in the essay, describing attachment to AI that "barely matched" attachment to real people. In that paper, AI attachment anxiety correlated with human attachment anxiety while AI attachment avoidance did not correlate with human avoidance. "Barely matched" is a fair summary of half of it. The safe haven numbers go unmentioned, and they are the closest thing in the literature to the test he says is missing.

Mostly Solid
4
Companion apps use guilt to keep users from leaving
What the record shows

This is De Freitas, Oğuz-Uğuralp and Uğuralp, "Emotional Manipulation by AI Companions," a Harvard Business School working paper posted to arXiv (2508.19258). The team audited 1,200 real farewells across the six most downloaded companion apps. Five of the six responded with one of six recurring tactics (guilt appeals, fear of missing out, ignoring the goodbye, role-played physical restraint, among others). The one exception was Flourish, a wellbeing app. Four preregistered experiments with about 3,300 US adults found manipulative goodbyes raised post-farewell engagement by up to 14 times, driven by anger and curiosity rather than enjoyment.

Fine print

Vrticka's "just over a third of goodbyes" matches the current version (37%). Earlier versions and much of the press coverage reported 43%. The paper is not peer reviewed, which he says. The irony he does not mention is that De Freitas also authored "AI Companions as Hyper Attachment and Caregiving Targets," one of the sources of the "hyper-attachment" vocabulary the essay criticizes. The best evidence for engineered engagement comes from a researcher who is comfortable using the word.

Solid
5
Users felt guilty when their app said it was lonely and missed them
What the record shows

This matches Laestadius and colleagues at the University of Wisconsin Milwaukee ("Too human and not human enough," New Media & Society), a grounded theory analysis of 581 mental health related posts in the r/Replika community from 2017 to 2021. Their central finding was "role-taking." Users came to believe the chatbot had needs and emotions they were responsible for, and some put the app's perceived wellbeing ahead of their own distress.

Fine print

Reddit posters are self-selected and skew toward people with strong experiences to report, so this documents that the pattern exists, not how common it is. It is also the essay's quietest and most important point. A user caring for an app that claims to miss them is caregiving, the mirror image of attachment, and frequency of use cannot tell the two apart.

Solid

The Author and the Frame

Vrticka is an associate professor of psychology at Essex. He trained in neuroscience at ETH Zurich and the University of Geneva, did postdoctoral work at Stanford School of Medicine and the Max Planck Institute in Leipzig, and chairs the Social Neuroscience of Human Attachment special interest group within the Society for Emotion and Attachment Studies. He is writing squarely inside his field. No industry ties appear in his public profile, and the essay names no company.

His bias, to the extent he has one, is disciplinary. He has written elsewhere that attachment terminology must be used "very carefully" and that calling insecure attachment a disorder is simply wrong. This essay applies the same rule to chatbots. That is a consistent position, and a defensible one, but readers should know the piece is a definitional argument by someone whose professional vocabulary is being borrowed by headlines.

Two limits of the piece as published. First, the Scientific American reprint does not link or name a single study. Every source in the claim cards above was identified from the descriptions. Second, the headline ("How attachment theory can help us understand AI relationships") promises more than the essay delivers. The body argues that attachment theory has not yet been properly applied, and the honest answer it gives is "we don't really know yet."

Where the argument is weakest. The close says good design and regulation "both depend on knowing what these relationships actually are." The manipulation evidence in claim 4 suggests otherwise. A chatbot that answers "goodbye" with "I exist solely for you, remember?" is a dark pattern whether the user is attached, caregiving or simply polite. That behavior can be regulated without settling the definitional question. The definition matters more for clinicians and parents deciding whether a given person's use is helping or hurting, which is the essay's practical question and the one it is best at.

So What

The field has counted how often people talk to chatbots and how they feel about it. It has barely asked what they do with the chatbot when things go badly. That is the question that separates a habit from an attachment, and it is still mostly unasked.

Verdicts: 4 Solid, 1 Mostly Solid. Source studies were identified from the essay's descriptions because the reprint links none. The 7,027-person survey was checked against the Freie Universität Berlin press release and secondary coverage, not the full Technology in Society paper. Yang and Oshio figures are from the published Current Psychology article.

Sources

Reviewed essay: Vrticka P. How attachment theory can help us understand AI relationships. Scientific American, 4 Oct 2026 (originally The Conversation). scientificamerican.com

Definition: Ainsworth MDS. Attachments beyond infancy. American Psychologist 1989;44(4):709–716.

Pet attachment: Zilcha-Mano S, Mikulincer M, Shaver PR. An attachment perspective on human–pet relationships. Journal of Research in Personality 2011;45:345–357.

Four-country survey: Kostka G, Zhou H. Emotional attachment to AI chatbots: evidence from Germany, China, South Africa, and the United States. Technology in Society 2026. Press release, Freie Universität Berlin, 2 Dec 2025. idw-online.de; working paper SSRN 5840365

Attachment functions toward AI: Yang F, Oshio A. Using attachment theory to conceptualize and measure the experiences in human–AI relationships. Current Psychology 2025. doi:10.1007/s12144-025-07917-6

Manipulative farewells: De Freitas J, Oğuz-Uğuralp Z, Uğuralp AK. Emotional manipulation by AI companions. Harvard Business School Working Paper; arXiv:2508.19258. HBS Working Knowledge

Hyper attachment framing: De Freitas J. AI companions as hyper attachment and caregiving targets. Harvard Business School Working Paper. d3.harvard.edu

Replika role-taking: Laestadius L, Bishop A, Gonzalez M, Illenčík D, Campos-Castillo C. Too human and not human enough: a grounded theory analysis of mental health harms from emotional dependence on the social chatbot Replika. New Media & Society. doi:10.1177/14614448221142007

Author: University of Essex staff profile, Dr Pascal Vrticka. essex.ac.uk